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Cohere Product and Research BlogUpdated Oct 24 12:46

Cohere releases Rerank 5 Pro and Fast retrieval models

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Cohere releases enterprise retrieval model Rerank 5, in Pro and Fast tiers, now available on Cohere API, Model Vault, Microsoft Foundry and Amazon SageMaker, with Pro priced at $0.05 per 1M tokens and Fast at $0.02. Cohere says Rerank 5 Pro leads all tested models on four public benchmarks: ViDoRe V3, nanoMTEB, BRIGHT and BEIR, ranking first on 39 of 46 composite datasets. The new Context Focus feature can return the most relevant text snippets within a document in a single call; in official tests, removing half the context lost only 2 percentage points of answer quality.

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The original text provides the benchmark performance of Rerank 5, the token savings and calibration scores of Context Focus, from which the impact of the retrieval layer on RAG and agent costs can be judged.

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Cohere Product and Research Blog